Best Machine Learning Development Services Companies

Devox Software vs Ciklum: full comparison for 2026

Last updated: July 2026

Quick verdict

Devox Software (3.7/5) edges ahead of Ciklum (3.6/5) overall. Devox Software is the better choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. Ciklum is the stronger option for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus. The right choice depends on your project size, budget, and required tech stack.

Devox Software vs Ciklum: head-to-head summary

Criterion Devox Software Ciklum
Founded 2014 2002
HQ Kyiv, Ukraine / Kraków, Poland London, UK
Team size 100–200 4,000+
Rating 3.7 / 5 3.6 / 5
Best for EU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention Global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus
Pricing model Fixed project, T&M, dedicated team Dedicated team, T&M
Min. engagement $15K $100K
Primary tech stack Python, PyTorch, TensorFlow Python, LangChain, OpenAI API
Industries served Fintech, Retail, E-commerce, Healthcare, Logistics Fintech, Healthcare, E-commerce, SaaS, Logistics

Devox Software vs Ciklum: overview

Devox Software

Devox Software is an IT outsourcing services provider headquartered in Ukraine with offices in Poland and Romania, offering AI-driven legacy modernisation, cloud application development, and machine learning solutions. The firm employs 100+ qualified experts and reports 82% of clients working with them for over two years, with 90% of customers located in the EU, UK, or USA. Devox develops Python machine learning solutions using PyCaret, Matplotlib, TensorFlow, and PyTorch, with a primary focus on finance and retail-oriented ML applications.

Ciklum

Ciklum is a global Experience Engineering firm headquartered in London, UK, founded in 2002, with 4,000+ employees serving 250+ global enterprise clients. The company acquired GoSolve Group in 2025, adding cloud-native development and high-performance computing capability. Ciklum's AI services include generative AI development, ML integration into digital products, and AI-powered SDLC acceleration. The firm delivers next-generation product engineering and AI-powered customer experiences for large enterprises and digital disruptors.

Services and capabilities: Devox Software vs Ciklum

Capability Devox Software Ciklum
Custom ML development
Computer vision
NLP & text analytics
MLOps & deployment
Generative AI
ML consulting & strategy
Staff augmentation
Dedicated team model

Tech stack comparison: Devox Software vs Ciklum

Framework / platform Devox Software Ciklum
Python
PyTorch N/A
TensorFlow N/A
Scikit-learn N/A
AWS SageMaker N/A N/A
MLflow N/A
Hugging Face N/A N/A
LangChain N/A
Docker/Kubernetes N/A N/A
Databricks N/A

Pricing comparison: Devox Software vs Ciklum

Criterion Devox Software Ciklum
Minimum engagement $15K $100K
Engagement models Fixed project, Time & materials, Dedicated team Dedicated team, Time & materials, Consulting retainer
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Devox Software vs Ciklum

Dimension Devox Software Ciklum
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Retail, E-commerce Fintech, Healthcare, E-commerce
Best use cases Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML Generative AI features integrated into large enterprise digital products, ML-powered personalisation for consumer-facing applications at scale
Typical project type Fixed project Dedicated team

Devox Software vs Ciklum: pros and cons

Devox Software
+ Strong 82% long-term client retention rate demonstrates delivery satisfaction
+ Python-native ML focus with documented framework coverage including PyCaret
+ $15K minimum engagement accessible for earlier-stage project initiation
+ Finance and retail ML specialisation with practical industry use case depth
+ Eastern European rates with EU/UK/US-facing delivery capability
- Ukraine/Poland primary delivery requires business continuity assessment for critical programmes
- Team of 100+ limits simultaneous capacity for very large multi-stream ML programmes
- Less extensive public portfolio compared to larger competitors
Ciklum
+ 4,000+ employees serving 250+ enterprises demonstrates delivery scale and breadth
+ Generative AI services alongside traditional ML within product engineering
+ GoSolve acquisition (2025) adds cloud-native and high-performance computing depth
+ London HQ provides EU and UK enterprise relationship management
+ Experience Engineering focus connects ML outcomes to user-facing product features
- $100K minimum engagement limits access for smaller and mid-market companies
- AI is part of a broader service offering — not an ML-first or AI-specialist firm
- Less publicly documented in pure ML model research than boutique ML competitors

Who should choose Devox Software?

Devox Software is the right choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. Minimum engagement starts at $15K. Works best with clients in Fintech, Retail, E-commerce, Healthcare, Logistics.

Who should choose Ciklum?

Ciklum is the right choice for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus.

4,000-person Experience Engineering firm with 250+ enterprise clients and generative AI delivery integrated into large product programmes. Minimum engagement starts at $100K. Works best with clients in Fintech, Healthcare, E-commerce, SaaS, Logistics.

Decision matrix: Devox Software vs Ciklum

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Devox Software
You need a large dedicated team for an ongoing programme Devox Software
Your budget is at the lower end Devox Software
You need specialist depth in a specific vertical Devox Software
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Devox Software

Use case fit: Devox Software vs Ciklum

Use case Devox Software fit Ciklum fit Winner
Financial risk scoring models for lenders and credit providers Strong Limited Devox Software
Retail demand forecasting and inventory optimisation ML Strong Limited Devox Software
Generative AI features integrated into large enterprise digital products Limited Strong Ciklum
ML-powered personalisation for consumer-facing applications at scale Limited Strong Ciklum
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Devox Software vs Ciklum

Devox Software (3.7/5) is the stronger overall choice for most Machine Learning Development projects. High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. It is best for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

Ciklum (3.6/5) is the better choice when global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus. If your situation matches those criteria, Ciklum is a competitive option.

Related comparisons

Devox Software vs Ciklum FAQ

Is Devox Software better than Ciklum?

Devox Software (3.7/5) scores higher overall, but "better" depends on your use case. Devox Software is better for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. Ciklum is better for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus.

How do Devox Software and Ciklum differ in pricing?

Devox Software uses fixed project, t&m, dedicated team pricing with a minimum engagement of $15K. Ciklum uses dedicated team, t&m pricing with a minimum engagement of $100K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Devox Software or Ciklum?

Devox Software is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each company before shortlisting.

What are the main differences between Devox Software and Ciklum?

Devox Software's primary differentiator is: high client retention rate (82% long-term partnerships) with python-native ml focus for finance and retail use cases. Ciklum's primary differentiator is: 4,000-person experience engineering firm with 250+ enterprise clients and generative ai delivery integrated into large product programmes. They also differ in team size (100–200 vs 4,000+), minimum engagement ($15K vs $100K), and primary industries served (Fintech, Retail vs Fintech, Healthcare).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.